{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_table('datingTestSet.txt',header=None)\n",
    "df.columns = ['飞行里程', '玩游戏时间比', '每周冰淇淋', 'lable']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>飞行里程</th>\n",
       "      <th>玩游戏时间比</th>\n",
       "      <th>每周冰淇淋</th>\n",
       "      <th>lable</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40920</td>\n",
       "      <td>8.326976</td>\n",
       "      <td>0.953952</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>14488</td>\n",
       "      <td>7.153469</td>\n",
       "      <td>1.673904</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>26052</td>\n",
       "      <td>1.441871</td>\n",
       "      <td>0.805124</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>75136</td>\n",
       "      <td>13.147394</td>\n",
       "      <td>0.428964</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>38344</td>\n",
       "      <td>1.669788</td>\n",
       "      <td>0.134296</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    飞行里程     玩游戏时间比     每周冰淇淋       lable\n",
       "0  40920   8.326976  0.953952  largeDoses\n",
       "1  14488   7.153469  1.673904  smallDoses\n",
       "2  26052   1.441871  0.805124   didntLike\n",
       "3  75136  13.147394  0.428964   didntLike\n",
       "4  38344   1.669788  0.134296   didntLike"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lable\n",
       "didntLike     342\n",
       "smallDoses    331\n",
       "largeDoses    327\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.value_counts('lable')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "Colors = []\n",
    "\n",
    "for label in df['lable']:\n",
    "    if label == 'didntLike':\n",
    "        Colors.append('red')\n",
    "    if label == 'smallDoses':\n",
    "        Colors.append('orange')\n",
    "    if label == 'largeDoses':\n",
    "        Colors.append('blue')\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(Colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'week ice-cream')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt1 = plt.figure(figsize=(12,8))\n",
    "\n",
    "plt1.add_subplot(221)\n",
    "plt.scatter(df['玩游戏时间比'],df['每周冰淇淋'],marker='o',c=Colors)\n",
    "plt.xlabel('gameing time %')\n",
    "plt.ylabel('week ice-cream')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'week ice-cream')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt1 = plt.figure(figsize=(12,8))\n",
    "\n",
    "plt1.add_subplot(221)\n",
    "plt.scatter(df['飞行里程'],df['每周冰淇淋'],marker='o',c=Colors)\n",
    "plt.xlabel('fly distance')\n",
    "plt.ylabel('week ice-cream')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'gameing time %')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt1 = plt.figure(figsize=(12,8))\n",
    "\n",
    "plt1.add_subplot(221)\n",
    "plt.scatter(df['飞行里程'],df['玩游戏时间比'],marker='o',c=Colors)\n",
    "plt.xlabel('fly distance')\n",
    "plt.ylabel('gameing time %')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Norm(df):\n",
    "    df_max = df.iloc[:, 0:-1].max()\n",
    "    df_min = df.iloc[:, 0:-1].min()\n",
    "    return (df.iloc[:, 0:-1] - df_min) / (df_max - df_min)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_n = Norm(df)\n",
    "df.iloc[:,:-1] = df_n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_test_split(df, ratio=0.9):\n",
    "    m, n = df.shape\n",
    "    train_num = int(m * ratio)\n",
    "    test = df.iloc[train_num:,]\n",
    "    test.index = range(0, int(m - train_num))\n",
    "    return df.iloc[:train_num,:], test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "train, test = train_test_split(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def knn(inX, df, k):\n",
    "    df_l = pd.DataFrame({\n",
    "        'dist': ((df.iloc[:,0:-1] - inX) ** 2).sum(axis=1),\n",
    "        'label': df['label']\n",
    "    })\n",
    "    df_rank = df_l.sort_values(axis=0, by='dist', ascending=True)\n",
    "    return df_rank.iloc[:k].value_counts('label').index[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def datintTest(train, test, k):\n",
    "    f_arr = []\n",
    "    for i, row in test.iterrows():\n",
    "\n",
    "        inX = row[:-1]\n",
    "\n",
    "        f_arr.append(knn(inX, train, k))\n",
    "    \n",
    "    df_res = pd.DataFrame({\n",
    "        'f_label': f_arr\n",
    "    })\n",
    "\n",
    "    return (df_res['f_label'] == test['label']).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "datintTest(train, test, 5)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  },
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